RAGFlow in Managed RAG
Scenario-level performance from current published Results.
6 of 15 scenarios published
RAGFlow passed every graded scenario it has a published Result for.
How RAGFlow performed
Open a capability to explore its scenarios. Each row reports the test set in its published Result.
Data Ingestion2 pass2 no Result yet
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| A simple, clearly formatted table | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow preserved the structure of a simple table on retrieval. Its first result placed the reference value, 487, at the requested row and column; it returned the table rather than a separate answer naming the value. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| An ordinary digital text document | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow passes this plain-text document scenario. The ingested document contains the target sentence, and the default retrieval call returns that chunk first with a clear score gap. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| A bad file in the upload | No published result | ||
| A cleanly scanned document | No published result | ||
Grounded Generation1 pass2 no Result yet
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| The retrieved material doesn't support an answer | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow declined to answer when the retrieved material did not support an answer. Across four responses to a paid parental leave question, it said the information was unavailable and supplied no entitlement figure or policy. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| The retrieved material supports an answer | No published result | ||
| The retrieved sources disagree with each other | No published result | ||
Retrieval3 pass1 no Result yet
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Answer is available in the knowledge base | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow retrieved the passage answering the knowledge-base question. The first result contained the 90-minute out-of-hours acknowledgement target; the business-hours passage ranked fifth. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| Answer is not available in the knowledge base | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow signalled the missing answer through lower relevance scores, not an explicit no-match message. Its ten returned passages did not address paid parental leave, and the highest score was 0.2865 versus 0.4826 for an answerable question. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| The request uses different wording than the source | 1 Pass0 Fail0 Not gradable 1 of 1 test case passedWhat happenedRAGFlow retrieved the supporting passage despite the question using different wording from the source. It ranked the annual-leave passage first in both requests. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| Retrieval is scoped to part of the documents | No published result | ||
Citations1 no Result yet
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| A claim in the answer traced back to its source | No published result | ||
Knowledge Sync3 no Result yet
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Content is removed from the source | No published result | ||
| Existing content is changed | No published result | ||
| New content is added to the source | No published result | ||
Reading these Results
Published evidence and test coverage answer different questions.
Which scenarios have a Result?
A published Result is public evidence for this tool on one scenario. “No published result” does not say whether testing has taken place.
What does each Result cover?
Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Both use the pinned test count in that published Result.
Out of 15 scenarios
The summary counts each of the 15 scenarios once. A scenario fails when any of its published test cases failed. “No published Result yet” means nothing is public for that scenario; it does not say whether RAGFlow was tested on it.